The rapidly evolving field of sound classification has greatly benefited from the methods of other domains. Today, the trend is to fuse domain-specific tasks and approaches together …
Human subjective evaluation is the" gold standard" to evaluate speech quality optimized for human perception. Perceptual objective metrics serve as a proxy for subjective scores. The …
Research in sound classification and recognition is rapidly advancing in the field of pattern recognition. One important area in this field is environmental sound recognition, whether it …
D O'Shaughnessy - Computer Speech & Language, 2023 - Elsevier
This paper discusses how automatic speech recognition systems are and could be designed, in order to best exploit the discriminative information encoded in human speech …
The perceptual task of speech quality assessment (SQA) is a challenging task for machines to do. Objective SQA methods that rely on the availability of the corresponding clean …
Significant efforts are being invested to bring state-of-the-art classification and recognition to edge devices with extreme resource constraints (memory, speed, and lack of GPU support) …
A Guzhov, F Raue, J Hees… - 2021 International Joint …, 2021 - ieeexplore.ieee.org
Environmental Sound Classification (ESC) is a rapidly evolving field that recently demonstrated the advantages of application of visual domain techniques to the audio …
Representation learning from unlabeled data has been of major interest in artificial intelligence research. While self-supervised speech representation learning has been …
Deep learning has celebrated resounding successes in many application areas of relevance to the Internet of Things (IoT), such as computer vision and machine listening. These …